cognee is an emerging startup founded in 2024 that is focused on revolutionizing data management for AI applications and AI agents. Their innovative OSS knowledge engine transforms scattered data into a dynamically improving memory graph, enhancing the efficiency and accuracy of AI technology.
At the core of cognee’s technology is the ECL pipeline (Extract, Cognify, Load), which processes data from over 38 sources and organizes it into a comprehensible knowledge graph complete with embeddings and relationships. This structured data is then made fully searchable, and continuously refined through a unique feedback loop that optimizes memory precision over time.
cognee seamlessly integrates three critical storage layers—relational, vector, and graph—into a single comprehensive engine, compatible with popular tools such as Claude Agent SDK, OpenAI Agents SDK, Google ADK, and many more.